Party sources said Kharge, who is the leader of Congress in Lok Sabha, will meet party MLAs and PCC office-bearers to ascertain their views and report back to high command.
No decision has, however, been taken so far for sending central observers to Maharashtra, where the fate of Chief Minister Prithviraj Chavan hangs in balance following the poor show in the polls.
Gogoi has been facing rebellion from a section of MLAs led by Himanta Biswa Sarma, who has reportedly sought his ouster.
When asked if his replacement was on the cards, Gogoi had earlier said, "I won't say yes, I won't say no. It is going to be a high command decision only."
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Congress has been debating the pros and cons of replacing its chief ministers in order to beat the anti-incumbency mood in some states and save the party from breaking up in others.
The talk about a change of guard in Maharashtra had gained momentum after senior party leaders A K Antony and Ahmed Patel met NCP chief Sharad Pawar at his residence recently where the issue was discussed threadbare.